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    <title>DEV Community: devdavidkarlsson</title>
    <description>The latest articles on DEV Community by devdavidkarlsson (@devdavidkarlsson).</description>
    <link>https://dev.to/devdavidkarlsson</link>
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      <title>DEV Community: devdavidkarlsson</title>
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    <item>
      <title>How We Forecast Pollen at Planetary Scale</title>
      <dc:creator>devdavidkarlsson</dc:creator>
      <pubDate>Sat, 09 May 2026 19:44:27 +0000</pubDate>
      <link>https://dev.to/devdavidkarlsson/how-we-forecast-pollen-at-planetary-scale-2m85</link>
      <guid>https://dev.to/devdavidkarlsson/how-we-forecast-pollen-at-planetary-scale-2m85</guid>
      <description>&lt;p&gt;Most pollen apps show you a single number: "high." That's not very useful if you're allergic to birch but not oak. We built &lt;a href="https://atmospore.com" rel="noopener noreferrer"&gt;Atmospore&lt;/a&gt; to forecast pollen at the species level, globally,&lt;br&gt;
  updated daily. Here's how it works.&lt;/p&gt;
&lt;h2&gt;
  
  
  Why 25 km resolution is the right call
&lt;/h2&gt;

&lt;p&gt;Our model runs at roughly 25 km between grid points. That might sound coarse compared to a street-level air quality sensor. But pollen doesn't work like car exhaust.&lt;/p&gt;

&lt;p&gt;Airborne pollen concentrations are governed by mesoscale weather: wind fields, frontal passages, precipitation, and temperature gradients that operate over tens of kilometres. Our grid captures exactly these&lt;br&gt;
  drivers.&lt;/p&gt;

&lt;p&gt;In a peer-reviewed study, researchers ran an atmospheric transport model at 36 km resolution across the entire US and found it successfully reproduced observed seasonal pollen distributions (Pearson r =&lt;br&gt;
  0.35–0.40 against 58 monitoring stations).[1]&lt;/p&gt;

&lt;p&gt;Sub-kilometre variation does exist within cities. One study documented up to 300% differences across Berlin.[2] But that variation comes from individual trees and local wind channelling, not from anything a&lt;br&gt;
  forecast can predict. Everything finer would be noise dressed up as signal.&lt;/p&gt;
&lt;h2&gt;
  
  
  How pollen moves through the atmosphere
&lt;/h2&gt;

&lt;p&gt;A birch pollen grain is roughly 22 micrometres in diameter and weighs around 5–10 nanograms. Once released, it behaves like a fine aerosol particle. Wind carries it horizontally while gravitational settling and&lt;br&gt;
  turbulent diffusion control its vertical profile.&lt;/p&gt;

&lt;p&gt;On a dry, windy spring morning, birch pollen can reach 2 km altitude and travel 100+ km before depositing. Wet deposition (rain washing pollen from the air) is the primary removal mechanism and can cut&lt;br&gt;
  concentrations by 80% within hours.[3]&lt;/p&gt;
&lt;h2&gt;
  
  
  Why species matter
&lt;/h2&gt;

&lt;p&gt;Most people are allergic to specific species, not to pollen in general. Someone who reacts strongly to birch may tolerate oak without symptoms.&lt;/p&gt;

&lt;p&gt;On top of that, individual pollen grains vary in how much allergen they carry. Research has shown that birch pollen from different regions can contain very different levels of the Bet v 1 protein that triggers&lt;br&gt;
  the immune response.[5] A total pollen count doesn't tell you much if you don't know which species are in the air.&lt;/p&gt;

&lt;p&gt;That's why Atmospore forecasts at the species level: 25 species, any land point on Earth.&lt;/p&gt;
&lt;h2&gt;
  
  
  Validated against real observations
&lt;/h2&gt;

&lt;p&gt;We continuously calibrate our models against a wide array of real measurements from across the continents. Each species model is finely tuned with state-of-the-art technology and continuously optimised.&lt;/p&gt;

&lt;p&gt;The model is never static. Every season brings new observations, and we continuously improve the models. We model species individually so that the forecast tracks each one's distinct behaviors. The goal is&lt;br&gt;
  always the same: if you're allergic and it's in the air, we want the forecast to say so.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr7yjye6dsa1t8rbdewug.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr7yjye6dsa1t8rbdewug.png" alt="The Atmospore world map" width="800" height="411"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h2&gt;
  
  
  Try the API
&lt;/h2&gt;

&lt;p&gt;The &lt;a href="https://atmospore.com/api-docs" rel="noopener noreferrer"&gt;Atmospore API&lt;/a&gt; delivers these forecasts as structured JSON. Species-resolved, georeferenced, updated daily. Free tier trial available, no credit card required.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;  curl &lt;span class="s2"&gt;"https://pollenapi.com/v1/pollen?lat=59.91&amp;amp;lon=10.75&amp;amp;dt=2026-05-09&amp;amp;species=birch&amp;amp;forecast_days=3"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
    &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"x-api-key: YOUR_KEY"&lt;/span&gt;

  Get a free API key
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;p&gt;References&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Ren, X. et al. (2022). Modeling past and future spatiotemporal distributions of airborne allergenic pollen across the contiguous United States. Frontiers in Allergy, 3. PMC9640548&lt;/li&gt;
&lt;li&gt;Werchan, B. et al. (2017). Spatial distribution of allergenic pollen through a large metropolitan area. Environmental Monitoring and Assessment, 189(169). PMID: 28316024&lt;/li&gt;
&lt;li&gt;Sofiev, M. et al. (2013). A numerical model of birch pollen emission and dispersion in the atmosphere. International Journal of Biometeorology, 57, 45-58.&lt;/li&gt;
&lt;li&gt;Anderegg, W.R.L. et al. (2021). Anthropogenic climate change is worsening North American pollen seasons. PNAS, 118(7).&lt;/li&gt;
&lt;li&gt;Buters, J.T.M. et al. (1997). Release of Bet v 1 from birch pollen. Journal of Allergy and Clinical Immunology. JACI&lt;/li&gt;
&lt;/ol&gt;




&lt;p&gt;Read the full article with an interactive pollen map at atmospore.com/article/pollen-science&lt;/p&gt;

</description>
      <category>api</category>
      <category>healthtech</category>
      <category>pollen</category>
      <category>allergy</category>
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